Ranking de variables usando Teoría de la Información.
Dra. Melanie Kolb
M. en F. C. Gustavo Magallanes-Guijón
Dr. Oliver López-Corona
# Librerías
library(RColorBrewer)
library(funModeling)
library(corrplot)
library(minerva)
library(infotheo)
library(DT)
library(knitr)Sitio: Tlacotepec
Se tiene un marco de datos que contiene varias métricas relacionadas, y se calculó (con la teoría de la información): entropía, información mutua, ganancia de información y relación de ganancia.
Para esto se contó con los datos multivariados (marco de datos de entrada), y todas las variables se evaluaron contra una variable definida (como parámetro “objetivo”).
Acontinuación se presentan cuatro apartados de gráficos del cuerpo de agua Río Metztitlán, sitio sitio.
Los gráficos son en el siguiente orden:
Matriz de Información Mutua
Análisis de correlación basado en la Teoría de la Información
Información mutua
Entropía
Ganancia de información
Proporción de Ganancia (de información)
Todos los cálculos fueron hechos en el entorno y lenguaje de programación R con la biblioteca FunModeling
Matríz de Información Mutua
#data
sitio_mim <- read.csv("data/tlacotepec_mim.csv")# Discretizar cada variable
matriz=discretize(sitio_mim)
# Calcular la "correlación" basándonos en información mutua
matriz_im=mutinformation(matriz, method= "emp")
# Truco para visualizar el valor máximo de la escala
# excluyendo la diagonal (variable con respecto a sí misma)
diag(matriz_im)=0
# Gráfico de correlación con color y correlación con información mutua del paquete Infotheo.
corrplot(matriz_im, method="color",type="lower", number.cex=0.6,addCoef.col = "black", tl.col="red", tl.srt=90, tl.cex = 0.9, diag=FALSE, is.corr = F)
eti_sitio = c(
'SAAM',
'OD_mg.L',
'COLI_TOT',
'pH_CAMPO',
'TEMP_AGUA',
'NI_TOT',
'E_COLI',
'HG_TOT',
'CR_TOT',
'AS_TOT',
'TURBIEDAD',
'SST',
'COLOR_VER',
'DUR_TOT',
'N_TOT',
'COLI_FEC',
'N_NH3',
'N_NO2',
'N_NO3')
names_eti_sitio = c(
'Sustancias Activas al Azul de Metileno',
'Oxígeno Disuelto',
'Coliformes Totales',
'Potencial de Hidrógeno',
'Temperatura agua',
'Níquel Total',
'Escherichia coli',
'Mercurio Total',
'Cromo Total',
'Arsénico Total',
'Turbiedad',
'Sólidos Suspendidos Totales',
'Color Verdadero',
'Dureza Total',
'Nitrógeno Total (Cálculo)',
'Coliformes Fecales',
'Nitrógeno Amoniacal',
'Nitrógeno de Nitritos',
'Nitrógeno de Nitratos')Gráficas Información Mutua
#, results='hide'
for (i in seq_along(eti_sitio)) {
print(myplot <- ggplot(var_rank_info(sitio_mim, eti_sitio[i]), aes(x = reorder(var, mi),y = mi, fill = var))
+ geom_bar(stat = "identity")
+ coord_flip()
+ theme_bw()
+ xlab("")
+ ylab("Información Mutua")
+ ggtitle(names_eti_sitio[i])
+ theme(plot.title = element_text(hjust = 0.5))
+ guides(fill = FALSE))
print(kable(var_rank_info(sitio_mim, eti_sitio[i])))
#save table in csv
#name_mi <- names_eti_sitio[i]
#name_table_mi <- paste("csv-graphs/tlaco/mi/",name_mi,"_mi.csv",sep = "")
#write.table(var_rank_info(sitio_mim, eti_sitio[i]), file = name_table_mi, sep = ",", col.names = NA)
#save plot
#plot_mi <- paste("images/tlaco/mi/",name_mi,"_mi.png",sep = "")
#ggsave(plot_mi)
}
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 4.715 | 2.095 | 2.094848 | 0.8015430 |
| en12 | DUR_TOT | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en13 | N_TOT | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en15 | N_NH3 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en16 | N_NO2 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en17 | N_NO3 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en | OD_mg.L | 5.248 | 4.091 | 4.090713 | 0.7954461 |
| en9 | TURBIEDAD | 5.248 | 4.038 | 4.038081 | 0.7933310 |
| en4 | NI_TOT | 4.553 | 1.349 | 1.348619 | 0.7906699 |
| en6 | HG_TOT | 5.070 | 3.269 | 3.269153 | 0.7890130 |
| en14 | COLI_FEC | 5.248 | 3.913 | 3.912952 | 0.7881224 |
| en3 | TEMP_AGUA | 5.248 | 3.860 | 3.860321 | 0.7858523 |
| en5 | E_COLI | 5.248 | 3.828 | 3.827555 | 0.7844143 |
| en10 | SST | 5.248 | 3.630 | 3.629929 | 0.7753143 |
| en11 | COLOR_VER | 5.090 | 2.991 | 2.991385 | 0.7698957 |
| en8 | AS_TOT | 4.890 | 2.279 | 2.279425 | 0.7666498 |
| en1 | COLI_TOT | 5.090 | 2.668 | 2.668137 | 0.7490151 |
| en2 | pH_CAMPO | 5.143 | 2.703 | 2.703106 | 0.7406186 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en12 | DUR_TOT | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en13 | N_TOT | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en15 | N_NH3 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en16 | N_NO2 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en17 | N_NO3 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en9 | TURBIEDAD | 5.248 | 4.985 | 4.984770 | 0.9793197 |
| en14 | COLI_FEC | 5.248 | 4.860 | 4.859641 | 0.9787986 |
| en3 | TEMP_AGUA | 5.248 | 4.807 | 4.807009 | 0.9785714 |
| en5 | E_COLI | 5.248 | 4.774 | 4.774243 | 0.9784275 |
| en10 | SST | 5.248 | 4.577 | 4.576618 | 0.9775169 |
| en | SAAM | 5.248 | 4.091 | 4.090713 | 0.9749133 |
| en6 | HG_TOT | 5.248 | 4.038 | 4.038081 | 0.9745946 |
| en11 | COLOR_VER | 5.248 | 3.780 | 3.780179 | 0.9729083 |
| en2 | pH_CAMPO | 5.248 | 3.545 | 3.544531 | 0.9711592 |
| en1 | COLI_TOT | 5.248 | 3.457 | 3.456931 | 0.9704499 |
| en4 | NI_TOT | 5.195 | 1.653 | 1.653034 | 0.9691431 |
| en8 | AS_TOT | 5.248 | 2.868 | 2.867965 | 0.9645963 |
| en7 | CR_TOT | 5.248 | 2.508 | 2.508257 | 0.9597236 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en14 | COLI_FEC | 4.965 | 3.562 | 3.562194 | 0.7174750 |
| en8 | AS_TOT | 4.458 | 2.077 | 2.076969 | 0.6985568 |
| en4 | NI_TOT | 4.089 | 1.179 | 1.179242 | 0.6913675 |
| en12 | DUR_TOT | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en13 | N_TOT | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en15 | N_NH3 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en16 | N_NO2 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en17 | N_NO3 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en1 | OD_mg.L | 5.248 | 3.457 | 3.456931 | 0.6722063 |
| en9 | TURBIEDAD | 5.248 | 3.404 | 3.404300 | 0.6688169 |
| en3 | TEMP_AGUA | 5.195 | 3.279 | 3.279171 | 0.6675466 |
| en10 | SST | 5.143 | 3.101 | 3.101411 | 0.6624284 |
| en5 | E_COLI | 5.248 | 3.194 | 3.193773 | 0.6545280 |
| en11 | COLOR_VER | 4.912 | 2.535 | 2.535364 | 0.6525291 |
| en2 | pH_CAMPO | 4.880 | 2.332 | 2.332482 | 0.6390723 |
| en | SAAM | 5.090 | 2.668 | 2.668137 | 0.6358801 |
| en7 | CR_TOT | 4.564 | 1.612 | 1.611997 | 0.6167917 |
| en6 | HG_TOT | 5.195 | 2.510 | 2.510243 | 0.6058494 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en14 | COLI_FEC | 5.143 | 3.472 | 3.472034 | 0.6993155 |
| en12 | DUR_TOT | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en13 | N_TOT | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en15 | N_NH3 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en16 | N_NO2 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en17 | N_NO3 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en1 | OD_mg.L | 5.248 | 3.545 | 3.544531 | 0.6892403 |
| en9 | TURBIEDAD | 5.248 | 3.492 | 3.491900 | 0.6860270 |
| en10 | SST | 5.143 | 3.189 | 3.189011 | 0.6811389 |
| en3 | TEMP_AGUA | 5.248 | 3.314 | 3.314140 | 0.6746652 |
| en5 | E_COLI | 5.248 | 3.281 | 3.281373 | 0.6724806 |
| en8 | AS_TOT | 4.662 | 1.961 | 1.961008 | 0.6595550 |
| en2 | COLI_TOT | 4.880 | 2.332 | 2.332482 | 0.6547881 |
| en | SAAM | 5.143 | 2.703 | 2.703106 | 0.6442139 |
| en6 | HG_TOT | 5.143 | 2.650 | 2.650474 | 0.6396944 |
| en11 | COLOR_VER | 5.143 | 2.393 | 2.392572 | 0.6157786 |
| en7 | CR_TOT | 4.682 | 1.581 | 1.581433 | 0.6050972 |
| en4 | NI_TOT | 4.324 | 1.032 | 1.031728 | 0.6048828 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en8 | AS_TOT | 5.070 | 2.815 | 2.815334 | 0.9468945 |
| en12 | DUR_TOT | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en13 | N_TOT | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en15 | N_NH3 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en16 | N_NO2 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en17 | N_NO3 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en1 | OD_mg.L | 5.248 | 4.807 | 4.807009 | 0.9347313 |
| en9 | TURBIEDAD | 5.248 | 4.754 | 4.754378 | 0.9340564 |
| en14 | COLI_FEC | 5.248 | 4.629 | 4.629249 | 0.9323945 |
| en5 | E_COLI | 5.248 | 4.544 | 4.543851 | 0.9312113 |
| en10 | SST | 5.248 | 4.346 | 4.346226 | 0.9283077 |
| en4 | NI_TOT | 5.037 | 1.581 | 1.580537 | 0.9266394 |
| en2 | COLI_TOT | 5.195 | 3.279 | 3.279171 | 0.9205480 |
| en | SAAM | 5.248 | 3.860 | 3.860321 | 0.9200055 |
| en6 | HG_TOT | 5.248 | 3.808 | 3.807689 | 0.9189894 |
| en11 | COLOR_VER | 5.248 | 3.550 | 3.549787 | 0.9136122 |
| en7 | CR_TOT | 5.143 | 2.383 | 2.383128 | 0.9118462 |
| en3 | pH_CAMPO | 5.248 | 3.314 | 3.314140 | 0.9080346 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 2.666 | 1.653 | 1.6530344 | 0.6324936 |
| en11 | COLOR_VER | 4.129 | 1.462 | 1.4623736 | 0.3763725 |
| en5 | E_COLI | 4.932 | 1.653 | 1.6530344 | 0.3387708 |
| en6 | HG_TOT | 4.458 | 1.391 | 1.3905563 | 0.3356121 |
| en2 | COLI_TOT | 4.089 | 1.179 | 1.1792421 | 0.3310437 |
| en12 | DUR_TOT | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en13 | N_TOT | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en15 | N_NH3 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en16 | N_NO2 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en17 | N_NO3 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en9 | TURBIEDAD | 5.143 | 1.653 | 1.6530344 | 0.3247591 |
| en4 | TEMP_AGUA | 5.037 | 1.581 | 1.5805374 | 0.3217528 |
| en1 | OD_mg.L | 5.195 | 1.653 | 1.6530344 | 0.3214354 |
| en | SAAM | 4.553 | 1.349 | 1.3486187 | 0.3214077 |
| en14 | COLI_FEC | 5.090 | 1.581 | 1.5805374 | 0.3183420 |
| en10 | SST | 4.932 | 1.455 | 1.4554088 | 0.3108598 |
| en3 | pH_CAMPO | 4.324 | 1.032 | 1.0317281 | 0.2826811 |
| en8 | AS_TOT | 4.247 | 0.432 | 0.4323814 | 0.1454249 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 4.932 | 1.653 | 1.653034 | 0.9691431 |
| en7 | CR_TOT | 5.037 | 2.456 | 2.455625 | 0.9395854 |
| en12 | DUR_TOT | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en13 | N_TOT | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en15 | N_NH3 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en16 | N_NO2 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en17 | N_NO3 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en1 | OD_mg.L | 5.248 | 4.774 | 4.774243 | 0.9283599 |
| en9 | TURBIEDAD | 5.248 | 4.722 | 4.721612 | 0.9276191 |
| en14 | COLI_FEC | 5.248 | 4.596 | 4.596483 | 0.9257949 |
| en4 | TEMP_AGUA | 5.248 | 4.544 | 4.543851 | 0.9249999 |
| en10 | SST | 5.248 | 4.313 | 4.313460 | 0.9213092 |
| en | SAAM | 5.248 | 3.828 | 3.827555 | 0.9121966 |
| en6 | HG_TOT | 5.248 | 3.775 | 3.774923 | 0.9110812 |
| en11 | COLOR_VER | 5.248 | 3.517 | 3.517021 | 0.9051791 |
| en3 | pH_CAMPO | 5.248 | 3.281 | 3.281373 | 0.8990570 |
| en2 | COLI_TOT | 5.248 | 3.194 | 3.193773 | 0.8965747 |
| en8 | AS_TOT | 5.248 | 2.605 | 2.604808 | 0.8760872 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 4.458 | 2.298 | 2.298410 | 0.8794309 |
| en5 | NI_TOT | 4.458 | 1.391 | 1.390556 | 0.8152571 |
| en10 | SST | 5.123 | 3.702 | 3.702426 | 0.7907989 |
| en12 | DUR_TOT | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en13 | N_TOT | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en15 | N_NH3 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en16 | N_NO2 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en17 | N_NO3 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en1 | OD_mg.L | 5.248 | 4.038 | 4.038081 | 0.7852118 |
| en9 | TURBIEDAD | 5.248 | 3.985 | 3.985449 | 0.7829909 |
| en | SAAM | 5.070 | 3.269 | 3.269153 | 0.7791162 |
| en14 | COLI_FEC | 5.248 | 3.860 | 3.860321 | 0.7775217 |
| en4 | TEMP_AGUA | 5.248 | 3.808 | 3.807689 | 0.7751380 |
| en6 | E_COLI | 5.248 | 3.775 | 3.774923 | 0.7736281 |
| en11 | COLOR_VER | 5.143 | 2.886 | 2.886122 | 0.7428040 |
| en3 | pH_CAMPO | 5.143 | 2.650 | 2.650474 | 0.7261982 |
| en2 | COLI_TOT | 5.195 | 2.510 | 2.510243 | 0.7046900 |
| en8 | AS_TOT | 5.070 | 2.046 | 2.046405 | 0.6882772 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 2.666 | 1.653 | 1.6530344 | 0.9691431 |
| en7 | HG_TOT | 4.458 | 2.298 | 2.2984100 | 0.5547234 |
| en11 | COLOR_VER | 4.524 | 1.975 | 1.9749760 | 0.5083015 |
| en6 | E_COLI | 5.037 | 2.456 | 2.4556250 | 0.5032527 |
| en | SAAM | 4.715 | 2.095 | 2.0948485 | 0.4992518 |
| en12 | DUR_TOT | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en13 | N_TOT | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en15 | N_NH3 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en16 | N_NO2 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en17 | N_NO3 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en9 | TURBIEDAD | 5.195 | 2.508 | 2.5082566 | 0.4927781 |
| en1 | OD_mg.L | 5.248 | 2.508 | 2.5082566 | 0.4877348 |
| en10 | SST | 5.018 | 2.278 | 2.2778648 | 0.4865277 |
| en4 | TEMP_AGUA | 5.143 | 2.383 | 2.3831280 | 0.4851376 |
| en14 | COLI_FEC | 5.195 | 2.383 | 2.3831280 | 0.4799948 |
| en2 | COLI_TOT | 4.564 | 1.612 | 1.6119972 | 0.4525293 |
| en3 | pH_CAMPO | 4.682 | 1.581 | 1.5814334 | 0.4332938 |
| en8 | AS_TOT | 4.616 | 0.970 | 0.9703997 | 0.3263791 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en2 | COLI_TOT | 4.458 | 2.077 | 2.0769691 | 0.5830589 |
| en4 | TEMP_AGUA | 5.070 | 2.815 | 2.8153338 | 0.5731225 |
| en12 | DUR_TOT | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en13 | N_TOT | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en15 | N_NH3 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en16 | N_NO2 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en17 | N_NO3 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en9 | TURBIEDAD | 5.195 | 2.868 | 2.8679654 | 0.5634473 |
| en14 | COLI_FEC | 5.143 | 2.795 | 2.7954683 | 0.5630458 |
| en1 | OD_mg.L | 5.248 | 2.868 | 2.8679654 | 0.5576808 |
| en | SAAM | 4.890 | 2.279 | 2.2794251 | 0.5432408 |
| en3 | pH_CAMPO | 4.662 | 1.961 | 1.9610076 | 0.5372926 |
| en6 | E_COLI | 5.248 | 2.605 | 2.6048075 | 0.5338260 |
| en10 | SST | 5.195 | 2.460 | 2.4598134 | 0.5253900 |
| en11 | COLOR_VER | 4.880 | 1.979 | 1.9791644 | 0.5093794 |
| en7 | HG_TOT | 5.070 | 2.046 | 2.0464053 | 0.4939019 |
| en8 | CR_TOT | 4.616 | 0.970 | 0.9703997 | 0.3712999 |
| en5 | NI_TOT | 4.247 | 0.432 | 0.4323814 | 0.2534971 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en11 | COLOR_VER | 5.195 | 3.780 | 3.780179 | 0.9729083 |
| en12 | DUR_TOT | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en13 | N_TOT | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en15 | N_NH3 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en16 | N_NO2 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en17 | N_NO3 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en1 | OD_mg.L | 5.248 | 4.985 | 4.984770 | 0.9692971 |
| en5 | NI_TOT | 5.143 | 1.653 | 1.653034 | 0.9691431 |
| en14 | COLI_FEC | 5.248 | 4.807 | 4.807009 | 0.9681978 |
| en4 | TEMP_AGUA | 5.248 | 4.754 | 4.754378 | 0.9678571 |
| en6 | E_COLI | 5.248 | 4.722 | 4.721612 | 0.9676412 |
| en10 | SST | 5.248 | 4.524 | 4.523986 | 0.9662754 |
| en9 | AS_TOT | 5.195 | 2.868 | 2.867965 | 0.9645963 |
| en | SAAM | 5.248 | 4.038 | 4.038081 | 0.9623700 |
| en7 | HG_TOT | 5.248 | 3.985 | 3.985449 | 0.9618920 |
| en8 | CR_TOT | 5.195 | 2.508 | 2.508257 | 0.9597236 |
| en3 | pH_CAMPO | 5.248 | 3.492 | 3.491900 | 0.9567387 |
| en2 | COLI_TOT | 5.248 | 3.404 | 3.404300 | 0.9556749 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | HG_TOT | 5.123 | 3.702 | 3.702426 | 0.8935840 |
| en12 | DUR_TOT | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en13 | N_TOT | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en15 | N_NH3 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en16 | N_NO2 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en17 | N_NO3 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en1 | OD_mg.L | 5.248 | 4.577 | 4.576618 | 0.8899312 |
| en10 | TURBIEDAD | 5.248 | 4.524 | 4.523986 | 0.8887931 |
| en14 | COLI_FEC | 5.248 | 4.399 | 4.398857 | 0.8859904 |
| en4 | TEMP_AGUA | 5.248 | 4.346 | 4.346226 | 0.8847689 |
| en6 | E_COLI | 5.248 | 4.313 | 4.313460 | 0.8839951 |
| en3 | pH_CAMPO | 5.143 | 3.189 | 3.189011 | 0.8737508 |
| en8 | CR_TOT | 5.018 | 2.278 | 2.277865 | 0.8715698 |
| en2 | COLI_TOT | 5.143 | 3.101 | 3.101411 | 0.8706462 |
| en11 | COLOR_VER | 5.195 | 3.372 | 3.372027 | 0.8678619 |
| en | SAAM | 5.248 | 3.630 | 3.629929 | 0.8650977 |
| en5 | NI_TOT | 4.932 | 1.455 | 1.455409 | 0.8532789 |
| en9 | AS_TOT | 5.195 | 2.460 | 2.459813 | 0.8273207 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 4.129 | 1.462 | 1.462374 | 0.8573622 |
| en8 | CR_TOT | 4.524 | 1.975 | 1.974976 | 0.7556767 |
| en10 | TURBIEDAD | 5.195 | 3.780 | 3.780179 | 0.7426630 |
| en12 | DUR_TOT | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en13 | N_TOT | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en15 | N_NH3 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en16 | N_NO2 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en17 | N_NO3 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en14 | COLI_FEC | 5.195 | 3.655 | 3.655051 | 0.7361775 |
| en1 | OD_mg.L | 5.248 | 3.780 | 3.780179 | 0.7350624 |
| en4 | TEMP_AGUA | 5.248 | 3.550 | 3.549787 | 0.7226365 |
| en6 | E_COLI | 5.248 | 3.517 | 3.517021 | 0.7207740 |
| en11 | SST | 5.195 | 3.372 | 3.372027 | 0.7202292 |
| en | SAAM | 5.090 | 2.991 | 2.991385 | 0.7129177 |
| en2 | COLI_TOT | 4.912 | 2.535 | 2.535364 | 0.7117422 |
| en7 | HG_TOT | 5.143 | 2.886 | 2.886122 | 0.6965683 |
| en9 | AS_TOT | 4.880 | 1.979 | 1.979164 | 0.6656617 |
| en3 | pH_CAMPO | 5.143 | 2.393 | 2.392572 | 0.6555362 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en15 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en15 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en2 | COLI_TOT | 4.965 | 3.562 | 3.562194 | 1.0000000 |
| en3 | pH_CAMPO | 5.143 | 3.472 | 3.472034 | 0.9512958 |
| en13 | DUR_TOT | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en14 | N_TOT | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en15 | N_NH3 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en16 | N_NO2 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en17 | N_NO3 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en1 | OD_mg.L | 5.248 | 4.860 | 4.859641 | 0.9449656 |
| en10 | TURBIEDAD | 5.248 | 4.807 | 4.807009 | 0.9443966 |
| en4 | TEMP_AGUA | 5.248 | 4.629 | 4.629249 | 0.9423844 |
| en6 | E_COLI | 5.248 | 4.596 | 4.596483 | 0.9419975 |
| en12 | COLOR_VER | 5.195 | 3.655 | 3.655051 | 0.9407038 |
| en9 | AS_TOT | 5.143 | 2.795 | 2.795468 | 0.9402131 |
| en11 | SST | 5.248 | 4.399 | 4.398857 | 0.9395492 |
| en | SAAM | 5.248 | 3.913 | 3.912952 | 0.9325489 |
| en7 | HG_TOT | 5.248 | 3.860 | 3.860321 | 0.9316920 |
| en5 | NI_TOT | 5.090 | 1.581 | 1.580537 | 0.9266394 |
| en8 | CR_TOT | 5.195 | 2.383 | 2.383128 | 0.9118462 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
Gráficas Entropía
for (j in seq_along(eti_sitio)) {
print(myplot <- ggplot(var_rank_info(sitio_mim, eti_sitio[j]), aes(x = reorder(var, en),y = en, fill = var))
+ geom_bar(stat = "identity")
+ coord_flip()
+ theme_bw()
+ xlab("")
+ ylab("Entropía")
+ ggtitle(names_eti_sitio[j])
+ theme(plot.title = element_text(hjust = 0.5))
+ guides(fill = FALSE))
print(kable(var_rank_info(sitio_mim, eti_sitio[j])))
#save table in csv
#name_en <- names_eti_sitio[j]
#name_table_en <- paste("csv-graphs/tlaco/en/",name_en,"_en.csv",sep = "")
#write.table(var_rank_info(sitio_mim, eti_sitio[j]), file = name_table_en, sep = ",", col.names = NA)
#save plot
#plot_en <- paste("images/tlaco/en/",name_en,"_en.png",sep = "")
#ggsave(plot_en)
}
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 4.715 | 2.095 | 2.094848 | 0.8015430 |
| en12 | DUR_TOT | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en13 | N_TOT | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en15 | N_NH3 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en16 | N_NO2 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en17 | N_NO3 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en | OD_mg.L | 5.248 | 4.091 | 4.090713 | 0.7954461 |
| en9 | TURBIEDAD | 5.248 | 4.038 | 4.038081 | 0.7933310 |
| en4 | NI_TOT | 4.553 | 1.349 | 1.348619 | 0.7906699 |
| en6 | HG_TOT | 5.070 | 3.269 | 3.269153 | 0.7890130 |
| en14 | COLI_FEC | 5.248 | 3.913 | 3.912952 | 0.7881224 |
| en3 | TEMP_AGUA | 5.248 | 3.860 | 3.860321 | 0.7858523 |
| en5 | E_COLI | 5.248 | 3.828 | 3.827555 | 0.7844143 |
| en10 | SST | 5.248 | 3.630 | 3.629929 | 0.7753143 |
| en11 | COLOR_VER | 5.090 | 2.991 | 2.991385 | 0.7698957 |
| en8 | AS_TOT | 4.890 | 2.279 | 2.279425 | 0.7666498 |
| en1 | COLI_TOT | 5.090 | 2.668 | 2.668137 | 0.7490151 |
| en2 | pH_CAMPO | 5.143 | 2.703 | 2.703106 | 0.7406186 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en12 | DUR_TOT | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en13 | N_TOT | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en15 | N_NH3 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en16 | N_NO2 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en17 | N_NO3 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en9 | TURBIEDAD | 5.248 | 4.985 | 4.984770 | 0.9793197 |
| en14 | COLI_FEC | 5.248 | 4.860 | 4.859641 | 0.9787986 |
| en3 | TEMP_AGUA | 5.248 | 4.807 | 4.807009 | 0.9785714 |
| en5 | E_COLI | 5.248 | 4.774 | 4.774243 | 0.9784275 |
| en10 | SST | 5.248 | 4.577 | 4.576618 | 0.9775169 |
| en | SAAM | 5.248 | 4.091 | 4.090713 | 0.9749133 |
| en6 | HG_TOT | 5.248 | 4.038 | 4.038081 | 0.9745946 |
| en11 | COLOR_VER | 5.248 | 3.780 | 3.780179 | 0.9729083 |
| en2 | pH_CAMPO | 5.248 | 3.545 | 3.544531 | 0.9711592 |
| en1 | COLI_TOT | 5.248 | 3.457 | 3.456931 | 0.9704499 |
| en4 | NI_TOT | 5.195 | 1.653 | 1.653034 | 0.9691431 |
| en8 | AS_TOT | 5.248 | 2.868 | 2.867965 | 0.9645963 |
| en7 | CR_TOT | 5.248 | 2.508 | 2.508257 | 0.9597236 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en14 | COLI_FEC | 4.965 | 3.562 | 3.562194 | 0.7174750 |
| en8 | AS_TOT | 4.458 | 2.077 | 2.076969 | 0.6985568 |
| en4 | NI_TOT | 4.089 | 1.179 | 1.179242 | 0.6913675 |
| en12 | DUR_TOT | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en13 | N_TOT | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en15 | N_NH3 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en16 | N_NO2 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en17 | N_NO3 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en1 | OD_mg.L | 5.248 | 3.457 | 3.456931 | 0.6722063 |
| en9 | TURBIEDAD | 5.248 | 3.404 | 3.404300 | 0.6688169 |
| en3 | TEMP_AGUA | 5.195 | 3.279 | 3.279171 | 0.6675466 |
| en10 | SST | 5.143 | 3.101 | 3.101411 | 0.6624284 |
| en5 | E_COLI | 5.248 | 3.194 | 3.193773 | 0.6545280 |
| en11 | COLOR_VER | 4.912 | 2.535 | 2.535364 | 0.6525291 |
| en2 | pH_CAMPO | 4.880 | 2.332 | 2.332482 | 0.6390723 |
| en | SAAM | 5.090 | 2.668 | 2.668137 | 0.6358801 |
| en7 | CR_TOT | 4.564 | 1.612 | 1.611997 | 0.6167917 |
| en6 | HG_TOT | 5.195 | 2.510 | 2.510243 | 0.6058494 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en14 | COLI_FEC | 5.143 | 3.472 | 3.472034 | 0.6993155 |
| en12 | DUR_TOT | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en13 | N_TOT | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en15 | N_NH3 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en16 | N_NO2 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en17 | N_NO3 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en1 | OD_mg.L | 5.248 | 3.545 | 3.544531 | 0.6892403 |
| en9 | TURBIEDAD | 5.248 | 3.492 | 3.491900 | 0.6860270 |
| en10 | SST | 5.143 | 3.189 | 3.189011 | 0.6811389 |
| en3 | TEMP_AGUA | 5.248 | 3.314 | 3.314140 | 0.6746652 |
| en5 | E_COLI | 5.248 | 3.281 | 3.281373 | 0.6724806 |
| en8 | AS_TOT | 4.662 | 1.961 | 1.961008 | 0.6595550 |
| en2 | COLI_TOT | 4.880 | 2.332 | 2.332482 | 0.6547881 |
| en | SAAM | 5.143 | 2.703 | 2.703106 | 0.6442139 |
| en6 | HG_TOT | 5.143 | 2.650 | 2.650474 | 0.6396944 |
| en11 | COLOR_VER | 5.143 | 2.393 | 2.392572 | 0.6157786 |
| en7 | CR_TOT | 4.682 | 1.581 | 1.581433 | 0.6050972 |
| en4 | NI_TOT | 4.324 | 1.032 | 1.031728 | 0.6048828 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en8 | AS_TOT | 5.070 | 2.815 | 2.815334 | 0.9468945 |
| en12 | DUR_TOT | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en13 | N_TOT | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en15 | N_NH3 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en16 | N_NO2 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en17 | N_NO3 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en1 | OD_mg.L | 5.248 | 4.807 | 4.807009 | 0.9347313 |
| en9 | TURBIEDAD | 5.248 | 4.754 | 4.754378 | 0.9340564 |
| en14 | COLI_FEC | 5.248 | 4.629 | 4.629249 | 0.9323945 |
| en5 | E_COLI | 5.248 | 4.544 | 4.543851 | 0.9312113 |
| en10 | SST | 5.248 | 4.346 | 4.346226 | 0.9283077 |
| en4 | NI_TOT | 5.037 | 1.581 | 1.580537 | 0.9266394 |
| en2 | COLI_TOT | 5.195 | 3.279 | 3.279171 | 0.9205480 |
| en | SAAM | 5.248 | 3.860 | 3.860321 | 0.9200055 |
| en6 | HG_TOT | 5.248 | 3.808 | 3.807689 | 0.9189894 |
| en11 | COLOR_VER | 5.248 | 3.550 | 3.549787 | 0.9136122 |
| en7 | CR_TOT | 5.143 | 2.383 | 2.383128 | 0.9118462 |
| en3 | pH_CAMPO | 5.248 | 3.314 | 3.314140 | 0.9080346 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 2.666 | 1.653 | 1.6530344 | 0.6324936 |
| en11 | COLOR_VER | 4.129 | 1.462 | 1.4623736 | 0.3763725 |
| en5 | E_COLI | 4.932 | 1.653 | 1.6530344 | 0.3387708 |
| en6 | HG_TOT | 4.458 | 1.391 | 1.3905563 | 0.3356121 |
| en2 | COLI_TOT | 4.089 | 1.179 | 1.1792421 | 0.3310437 |
| en12 | DUR_TOT | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en13 | N_TOT | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en15 | N_NH3 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en16 | N_NO2 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en17 | N_NO3 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en9 | TURBIEDAD | 5.143 | 1.653 | 1.6530344 | 0.3247591 |
| en4 | TEMP_AGUA | 5.037 | 1.581 | 1.5805374 | 0.3217528 |
| en1 | OD_mg.L | 5.195 | 1.653 | 1.6530344 | 0.3214354 |
| en | SAAM | 4.553 | 1.349 | 1.3486187 | 0.3214077 |
| en14 | COLI_FEC | 5.090 | 1.581 | 1.5805374 | 0.3183420 |
| en10 | SST | 4.932 | 1.455 | 1.4554088 | 0.3108598 |
| en3 | pH_CAMPO | 4.324 | 1.032 | 1.0317281 | 0.2826811 |
| en8 | AS_TOT | 4.247 | 0.432 | 0.4323814 | 0.1454249 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 4.932 | 1.653 | 1.653034 | 0.9691431 |
| en7 | CR_TOT | 5.037 | 2.456 | 2.455625 | 0.9395854 |
| en12 | DUR_TOT | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en13 | N_TOT | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en15 | N_NH3 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en16 | N_NO2 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en17 | N_NO3 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en1 | OD_mg.L | 5.248 | 4.774 | 4.774243 | 0.9283599 |
| en9 | TURBIEDAD | 5.248 | 4.722 | 4.721612 | 0.9276191 |
| en14 | COLI_FEC | 5.248 | 4.596 | 4.596483 | 0.9257949 |
| en4 | TEMP_AGUA | 5.248 | 4.544 | 4.543851 | 0.9249999 |
| en10 | SST | 5.248 | 4.313 | 4.313460 | 0.9213092 |
| en | SAAM | 5.248 | 3.828 | 3.827555 | 0.9121966 |
| en6 | HG_TOT | 5.248 | 3.775 | 3.774923 | 0.9110812 |
| en11 | COLOR_VER | 5.248 | 3.517 | 3.517021 | 0.9051791 |
| en3 | pH_CAMPO | 5.248 | 3.281 | 3.281373 | 0.8990570 |
| en2 | COLI_TOT | 5.248 | 3.194 | 3.193773 | 0.8965747 |
| en8 | AS_TOT | 5.248 | 2.605 | 2.604808 | 0.8760872 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 4.458 | 2.298 | 2.298410 | 0.8794309 |
| en5 | NI_TOT | 4.458 | 1.391 | 1.390556 | 0.8152571 |
| en10 | SST | 5.123 | 3.702 | 3.702426 | 0.7907989 |
| en12 | DUR_TOT | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en13 | N_TOT | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en15 | N_NH3 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en16 | N_NO2 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en17 | N_NO3 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en1 | OD_mg.L | 5.248 | 4.038 | 4.038081 | 0.7852118 |
| en9 | TURBIEDAD | 5.248 | 3.985 | 3.985449 | 0.7829909 |
| en | SAAM | 5.070 | 3.269 | 3.269153 | 0.7791162 |
| en14 | COLI_FEC | 5.248 | 3.860 | 3.860321 | 0.7775217 |
| en4 | TEMP_AGUA | 5.248 | 3.808 | 3.807689 | 0.7751380 |
| en6 | E_COLI | 5.248 | 3.775 | 3.774923 | 0.7736281 |
| en11 | COLOR_VER | 5.143 | 2.886 | 2.886122 | 0.7428040 |
| en3 | pH_CAMPO | 5.143 | 2.650 | 2.650474 | 0.7261982 |
| en2 | COLI_TOT | 5.195 | 2.510 | 2.510243 | 0.7046900 |
| en8 | AS_TOT | 5.070 | 2.046 | 2.046405 | 0.6882772 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 2.666 | 1.653 | 1.6530344 | 0.9691431 |
| en7 | HG_TOT | 4.458 | 2.298 | 2.2984100 | 0.5547234 |
| en11 | COLOR_VER | 4.524 | 1.975 | 1.9749760 | 0.5083015 |
| en6 | E_COLI | 5.037 | 2.456 | 2.4556250 | 0.5032527 |
| en | SAAM | 4.715 | 2.095 | 2.0948485 | 0.4992518 |
| en12 | DUR_TOT | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en13 | N_TOT | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en15 | N_NH3 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en16 | N_NO2 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en17 | N_NO3 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en9 | TURBIEDAD | 5.195 | 2.508 | 2.5082566 | 0.4927781 |
| en1 | OD_mg.L | 5.248 | 2.508 | 2.5082566 | 0.4877348 |
| en10 | SST | 5.018 | 2.278 | 2.2778648 | 0.4865277 |
| en4 | TEMP_AGUA | 5.143 | 2.383 | 2.3831280 | 0.4851376 |
| en14 | COLI_FEC | 5.195 | 2.383 | 2.3831280 | 0.4799948 |
| en2 | COLI_TOT | 4.564 | 1.612 | 1.6119972 | 0.4525293 |
| en3 | pH_CAMPO | 4.682 | 1.581 | 1.5814334 | 0.4332938 |
| en8 | AS_TOT | 4.616 | 0.970 | 0.9703997 | 0.3263791 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en2 | COLI_TOT | 4.458 | 2.077 | 2.0769691 | 0.5830589 |
| en4 | TEMP_AGUA | 5.070 | 2.815 | 2.8153338 | 0.5731225 |
| en12 | DUR_TOT | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en13 | N_TOT | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en15 | N_NH3 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en16 | N_NO2 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en17 | N_NO3 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en9 | TURBIEDAD | 5.195 | 2.868 | 2.8679654 | 0.5634473 |
| en14 | COLI_FEC | 5.143 | 2.795 | 2.7954683 | 0.5630458 |
| en1 | OD_mg.L | 5.248 | 2.868 | 2.8679654 | 0.5576808 |
| en | SAAM | 4.890 | 2.279 | 2.2794251 | 0.5432408 |
| en3 | pH_CAMPO | 4.662 | 1.961 | 1.9610076 | 0.5372926 |
| en6 | E_COLI | 5.248 | 2.605 | 2.6048075 | 0.5338260 |
| en10 | SST | 5.195 | 2.460 | 2.4598134 | 0.5253900 |
| en11 | COLOR_VER | 4.880 | 1.979 | 1.9791644 | 0.5093794 |
| en7 | HG_TOT | 5.070 | 2.046 | 2.0464053 | 0.4939019 |
| en8 | CR_TOT | 4.616 | 0.970 | 0.9703997 | 0.3712999 |
| en5 | NI_TOT | 4.247 | 0.432 | 0.4323814 | 0.2534971 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en11 | COLOR_VER | 5.195 | 3.780 | 3.780179 | 0.9729083 |
| en12 | DUR_TOT | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en13 | N_TOT | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en15 | N_NH3 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en16 | N_NO2 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en17 | N_NO3 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en1 | OD_mg.L | 5.248 | 4.985 | 4.984770 | 0.9692971 |
| en5 | NI_TOT | 5.143 | 1.653 | 1.653034 | 0.9691431 |
| en14 | COLI_FEC | 5.248 | 4.807 | 4.807009 | 0.9681978 |
| en4 | TEMP_AGUA | 5.248 | 4.754 | 4.754378 | 0.9678571 |
| en6 | E_COLI | 5.248 | 4.722 | 4.721612 | 0.9676412 |
| en10 | SST | 5.248 | 4.524 | 4.523986 | 0.9662754 |
| en9 | AS_TOT | 5.195 | 2.868 | 2.867965 | 0.9645963 |
| en | SAAM | 5.248 | 4.038 | 4.038081 | 0.9623700 |
| en7 | HG_TOT | 5.248 | 3.985 | 3.985449 | 0.9618920 |
| en8 | CR_TOT | 5.195 | 2.508 | 2.508257 | 0.9597236 |
| en3 | pH_CAMPO | 5.248 | 3.492 | 3.491900 | 0.9567387 |
| en2 | COLI_TOT | 5.248 | 3.404 | 3.404300 | 0.9556749 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | HG_TOT | 5.123 | 3.702 | 3.702426 | 0.8935840 |
| en12 | DUR_TOT | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en13 | N_TOT | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en15 | N_NH3 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en16 | N_NO2 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en17 | N_NO3 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en1 | OD_mg.L | 5.248 | 4.577 | 4.576618 | 0.8899312 |
| en10 | TURBIEDAD | 5.248 | 4.524 | 4.523986 | 0.8887931 |
| en14 | COLI_FEC | 5.248 | 4.399 | 4.398857 | 0.8859904 |
| en4 | TEMP_AGUA | 5.248 | 4.346 | 4.346226 | 0.8847689 |
| en6 | E_COLI | 5.248 | 4.313 | 4.313460 | 0.8839951 |
| en3 | pH_CAMPO | 5.143 | 3.189 | 3.189011 | 0.8737508 |
| en8 | CR_TOT | 5.018 | 2.278 | 2.277865 | 0.8715698 |
| en2 | COLI_TOT | 5.143 | 3.101 | 3.101411 | 0.8706462 |
| en11 | COLOR_VER | 5.195 | 3.372 | 3.372027 | 0.8678619 |
| en | SAAM | 5.248 | 3.630 | 3.629929 | 0.8650977 |
| en5 | NI_TOT | 4.932 | 1.455 | 1.455409 | 0.8532789 |
| en9 | AS_TOT | 5.195 | 2.460 | 2.459813 | 0.8273207 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 4.129 | 1.462 | 1.462374 | 0.8573622 |
| en8 | CR_TOT | 4.524 | 1.975 | 1.974976 | 0.7556767 |
| en10 | TURBIEDAD | 5.195 | 3.780 | 3.780179 | 0.7426630 |
| en12 | DUR_TOT | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en13 | N_TOT | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en15 | N_NH3 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en16 | N_NO2 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en17 | N_NO3 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en14 | COLI_FEC | 5.195 | 3.655 | 3.655051 | 0.7361775 |
| en1 | OD_mg.L | 5.248 | 3.780 | 3.780179 | 0.7350624 |
| en4 | TEMP_AGUA | 5.248 | 3.550 | 3.549787 | 0.7226365 |
| en6 | E_COLI | 5.248 | 3.517 | 3.517021 | 0.7207740 |
| en11 | SST | 5.195 | 3.372 | 3.372027 | 0.7202292 |
| en | SAAM | 5.090 | 2.991 | 2.991385 | 0.7129177 |
| en2 | COLI_TOT | 4.912 | 2.535 | 2.535364 | 0.7117422 |
| en7 | HG_TOT | 5.143 | 2.886 | 2.886122 | 0.6965683 |
| en9 | AS_TOT | 4.880 | 1.979 | 1.979164 | 0.6656617 |
| en3 | pH_CAMPO | 5.143 | 2.393 | 2.392572 | 0.6555362 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en15 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en15 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en2 | COLI_TOT | 4.965 | 3.562 | 3.562194 | 1.0000000 |
| en3 | pH_CAMPO | 5.143 | 3.472 | 3.472034 | 0.9512958 |
| en13 | DUR_TOT | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en14 | N_TOT | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en15 | N_NH3 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en16 | N_NO2 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en17 | N_NO3 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en1 | OD_mg.L | 5.248 | 4.860 | 4.859641 | 0.9449656 |
| en10 | TURBIEDAD | 5.248 | 4.807 | 4.807009 | 0.9443966 |
| en4 | TEMP_AGUA | 5.248 | 4.629 | 4.629249 | 0.9423844 |
| en6 | E_COLI | 5.248 | 4.596 | 4.596483 | 0.9419975 |
| en12 | COLOR_VER | 5.195 | 3.655 | 3.655051 | 0.9407038 |
| en9 | AS_TOT | 5.143 | 2.795 | 2.795468 | 0.9402131 |
| en11 | SST | 5.248 | 4.399 | 4.398857 | 0.9395492 |
| en | SAAM | 5.248 | 3.913 | 3.912952 | 0.9325489 |
| en7 | HG_TOT | 5.248 | 3.860 | 3.860321 | 0.9316920 |
| en5 | NI_TOT | 5.090 | 1.581 | 1.580537 | 0.9266394 |
| en8 | CR_TOT | 5.195 | 2.383 | 2.383128 | 0.9118462 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
Gráficas Ganancia de información
for (k in seq_along(eti_sitio)) {
print(myplot <- ggplot(var_rank_info(sitio_mim, eti_sitio[k]), aes(x = reorder(var, ig),y = ig, fill = var))
+ geom_bar(stat = "identity")
+ coord_flip()
+ theme_bw()
+ xlab("")
+ ylab("Ganancia de la Información")
+ ggtitle(names_eti_sitio[k])
+ theme(plot.title = element_text(hjust = 0.5))
+ guides(fill = FALSE))
print(kable(var_rank_info(sitio_mim, eti_sitio[k])))
#save table in csv
#name_ig <- names_eti_sitio[k]
#name_table_ig <- paste("csv-graphs/tlaco/ig/",name_ig,"_ig.csv",sep = "")
#write.table(var_rank_info(sitio_mim, eti_sitio[k]), file = name_table_ig, sep = ",", col.names = NA)
#save plot
#plot_ig <- paste("images/tlaco/ig/",name_ig,"_ig.png",sep = "")
#ggsave(plot_ig)
}
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 4.715 | 2.095 | 2.094848 | 0.8015430 |
| en12 | DUR_TOT | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en13 | N_TOT | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en15 | N_NH3 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en16 | N_NO2 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en17 | N_NO3 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en | OD_mg.L | 5.248 | 4.091 | 4.090713 | 0.7954461 |
| en9 | TURBIEDAD | 5.248 | 4.038 | 4.038081 | 0.7933310 |
| en4 | NI_TOT | 4.553 | 1.349 | 1.348619 | 0.7906699 |
| en6 | HG_TOT | 5.070 | 3.269 | 3.269153 | 0.7890130 |
| en14 | COLI_FEC | 5.248 | 3.913 | 3.912952 | 0.7881224 |
| en3 | TEMP_AGUA | 5.248 | 3.860 | 3.860321 | 0.7858523 |
| en5 | E_COLI | 5.248 | 3.828 | 3.827555 | 0.7844143 |
| en10 | SST | 5.248 | 3.630 | 3.629929 | 0.7753143 |
| en11 | COLOR_VER | 5.090 | 2.991 | 2.991385 | 0.7698957 |
| en8 | AS_TOT | 4.890 | 2.279 | 2.279425 | 0.7666498 |
| en1 | COLI_TOT | 5.090 | 2.668 | 2.668137 | 0.7490151 |
| en2 | pH_CAMPO | 5.143 | 2.703 | 2.703106 | 0.7406186 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en12 | DUR_TOT | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en13 | N_TOT | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en15 | N_NH3 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en16 | N_NO2 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en17 | N_NO3 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en9 | TURBIEDAD | 5.248 | 4.985 | 4.984770 | 0.9793197 |
| en14 | COLI_FEC | 5.248 | 4.860 | 4.859641 | 0.9787986 |
| en3 | TEMP_AGUA | 5.248 | 4.807 | 4.807009 | 0.9785714 |
| en5 | E_COLI | 5.248 | 4.774 | 4.774243 | 0.9784275 |
| en10 | SST | 5.248 | 4.577 | 4.576618 | 0.9775169 |
| en | SAAM | 5.248 | 4.091 | 4.090713 | 0.9749133 |
| en6 | HG_TOT | 5.248 | 4.038 | 4.038081 | 0.9745946 |
| en11 | COLOR_VER | 5.248 | 3.780 | 3.780179 | 0.9729083 |
| en2 | pH_CAMPO | 5.248 | 3.545 | 3.544531 | 0.9711592 |
| en1 | COLI_TOT | 5.248 | 3.457 | 3.456931 | 0.9704499 |
| en4 | NI_TOT | 5.195 | 1.653 | 1.653034 | 0.9691431 |
| en8 | AS_TOT | 5.248 | 2.868 | 2.867965 | 0.9645963 |
| en7 | CR_TOT | 5.248 | 2.508 | 2.508257 | 0.9597236 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en14 | COLI_FEC | 4.965 | 3.562 | 3.562194 | 0.7174750 |
| en8 | AS_TOT | 4.458 | 2.077 | 2.076969 | 0.6985568 |
| en4 | NI_TOT | 4.089 | 1.179 | 1.179242 | 0.6913675 |
| en12 | DUR_TOT | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en13 | N_TOT | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en15 | N_NH3 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en16 | N_NO2 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en17 | N_NO3 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en1 | OD_mg.L | 5.248 | 3.457 | 3.456931 | 0.6722063 |
| en9 | TURBIEDAD | 5.248 | 3.404 | 3.404300 | 0.6688169 |
| en3 | TEMP_AGUA | 5.195 | 3.279 | 3.279171 | 0.6675466 |
| en10 | SST | 5.143 | 3.101 | 3.101411 | 0.6624284 |
| en5 | E_COLI | 5.248 | 3.194 | 3.193773 | 0.6545280 |
| en11 | COLOR_VER | 4.912 | 2.535 | 2.535364 | 0.6525291 |
| en2 | pH_CAMPO | 4.880 | 2.332 | 2.332482 | 0.6390723 |
| en | SAAM | 5.090 | 2.668 | 2.668137 | 0.6358801 |
| en7 | CR_TOT | 4.564 | 1.612 | 1.611997 | 0.6167917 |
| en6 | HG_TOT | 5.195 | 2.510 | 2.510243 | 0.6058494 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en14 | COLI_FEC | 5.143 | 3.472 | 3.472034 | 0.6993155 |
| en12 | DUR_TOT | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en13 | N_TOT | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en15 | N_NH3 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en16 | N_NO2 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en17 | N_NO3 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en1 | OD_mg.L | 5.248 | 3.545 | 3.544531 | 0.6892403 |
| en9 | TURBIEDAD | 5.248 | 3.492 | 3.491900 | 0.6860270 |
| en10 | SST | 5.143 | 3.189 | 3.189011 | 0.6811389 |
| en3 | TEMP_AGUA | 5.248 | 3.314 | 3.314140 | 0.6746652 |
| en5 | E_COLI | 5.248 | 3.281 | 3.281373 | 0.6724806 |
| en8 | AS_TOT | 4.662 | 1.961 | 1.961008 | 0.6595550 |
| en2 | COLI_TOT | 4.880 | 2.332 | 2.332482 | 0.6547881 |
| en | SAAM | 5.143 | 2.703 | 2.703106 | 0.6442139 |
| en6 | HG_TOT | 5.143 | 2.650 | 2.650474 | 0.6396944 |
| en11 | COLOR_VER | 5.143 | 2.393 | 2.392572 | 0.6157786 |
| en7 | CR_TOT | 4.682 | 1.581 | 1.581433 | 0.6050972 |
| en4 | NI_TOT | 4.324 | 1.032 | 1.031728 | 0.6048828 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en8 | AS_TOT | 5.070 | 2.815 | 2.815334 | 0.9468945 |
| en12 | DUR_TOT | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en13 | N_TOT | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en15 | N_NH3 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en16 | N_NO2 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en17 | N_NO3 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en1 | OD_mg.L | 5.248 | 4.807 | 4.807009 | 0.9347313 |
| en9 | TURBIEDAD | 5.248 | 4.754 | 4.754378 | 0.9340564 |
| en14 | COLI_FEC | 5.248 | 4.629 | 4.629249 | 0.9323945 |
| en5 | E_COLI | 5.248 | 4.544 | 4.543851 | 0.9312113 |
| en10 | SST | 5.248 | 4.346 | 4.346226 | 0.9283077 |
| en4 | NI_TOT | 5.037 | 1.581 | 1.580537 | 0.9266394 |
| en2 | COLI_TOT | 5.195 | 3.279 | 3.279171 | 0.9205480 |
| en | SAAM | 5.248 | 3.860 | 3.860321 | 0.9200055 |
| en6 | HG_TOT | 5.248 | 3.808 | 3.807689 | 0.9189894 |
| en11 | COLOR_VER | 5.248 | 3.550 | 3.549787 | 0.9136122 |
| en7 | CR_TOT | 5.143 | 2.383 | 2.383128 | 0.9118462 |
| en3 | pH_CAMPO | 5.248 | 3.314 | 3.314140 | 0.9080346 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 2.666 | 1.653 | 1.6530344 | 0.6324936 |
| en11 | COLOR_VER | 4.129 | 1.462 | 1.4623736 | 0.3763725 |
| en5 | E_COLI | 4.932 | 1.653 | 1.6530344 | 0.3387708 |
| en6 | HG_TOT | 4.458 | 1.391 | 1.3905563 | 0.3356121 |
| en2 | COLI_TOT | 4.089 | 1.179 | 1.1792421 | 0.3310437 |
| en12 | DUR_TOT | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en13 | N_TOT | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en15 | N_NH3 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en16 | N_NO2 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en17 | N_NO3 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en9 | TURBIEDAD | 5.143 | 1.653 | 1.6530344 | 0.3247591 |
| en4 | TEMP_AGUA | 5.037 | 1.581 | 1.5805374 | 0.3217528 |
| en1 | OD_mg.L | 5.195 | 1.653 | 1.6530344 | 0.3214354 |
| en | SAAM | 4.553 | 1.349 | 1.3486187 | 0.3214077 |
| en14 | COLI_FEC | 5.090 | 1.581 | 1.5805374 | 0.3183420 |
| en10 | SST | 4.932 | 1.455 | 1.4554088 | 0.3108598 |
| en3 | pH_CAMPO | 4.324 | 1.032 | 1.0317281 | 0.2826811 |
| en8 | AS_TOT | 4.247 | 0.432 | 0.4323814 | 0.1454249 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 4.932 | 1.653 | 1.653034 | 0.9691431 |
| en7 | CR_TOT | 5.037 | 2.456 | 2.455625 | 0.9395854 |
| en12 | DUR_TOT | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en13 | N_TOT | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en15 | N_NH3 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en16 | N_NO2 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en17 | N_NO3 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en1 | OD_mg.L | 5.248 | 4.774 | 4.774243 | 0.9283599 |
| en9 | TURBIEDAD | 5.248 | 4.722 | 4.721612 | 0.9276191 |
| en14 | COLI_FEC | 5.248 | 4.596 | 4.596483 | 0.9257949 |
| en4 | TEMP_AGUA | 5.248 | 4.544 | 4.543851 | 0.9249999 |
| en10 | SST | 5.248 | 4.313 | 4.313460 | 0.9213092 |
| en | SAAM | 5.248 | 3.828 | 3.827555 | 0.9121966 |
| en6 | HG_TOT | 5.248 | 3.775 | 3.774923 | 0.9110812 |
| en11 | COLOR_VER | 5.248 | 3.517 | 3.517021 | 0.9051791 |
| en3 | pH_CAMPO | 5.248 | 3.281 | 3.281373 | 0.8990570 |
| en2 | COLI_TOT | 5.248 | 3.194 | 3.193773 | 0.8965747 |
| en8 | AS_TOT | 5.248 | 2.605 | 2.604808 | 0.8760872 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 4.458 | 2.298 | 2.298410 | 0.8794309 |
| en5 | NI_TOT | 4.458 | 1.391 | 1.390556 | 0.8152571 |
| en10 | SST | 5.123 | 3.702 | 3.702426 | 0.7907989 |
| en12 | DUR_TOT | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en13 | N_TOT | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en15 | N_NH3 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en16 | N_NO2 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en17 | N_NO3 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en1 | OD_mg.L | 5.248 | 4.038 | 4.038081 | 0.7852118 |
| en9 | TURBIEDAD | 5.248 | 3.985 | 3.985449 | 0.7829909 |
| en | SAAM | 5.070 | 3.269 | 3.269153 | 0.7791162 |
| en14 | COLI_FEC | 5.248 | 3.860 | 3.860321 | 0.7775217 |
| en4 | TEMP_AGUA | 5.248 | 3.808 | 3.807689 | 0.7751380 |
| en6 | E_COLI | 5.248 | 3.775 | 3.774923 | 0.7736281 |
| en11 | COLOR_VER | 5.143 | 2.886 | 2.886122 | 0.7428040 |
| en3 | pH_CAMPO | 5.143 | 2.650 | 2.650474 | 0.7261982 |
| en2 | COLI_TOT | 5.195 | 2.510 | 2.510243 | 0.7046900 |
| en8 | AS_TOT | 5.070 | 2.046 | 2.046405 | 0.6882772 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 2.666 | 1.653 | 1.6530344 | 0.9691431 |
| en7 | HG_TOT | 4.458 | 2.298 | 2.2984100 | 0.5547234 |
| en11 | COLOR_VER | 4.524 | 1.975 | 1.9749760 | 0.5083015 |
| en6 | E_COLI | 5.037 | 2.456 | 2.4556250 | 0.5032527 |
| en | SAAM | 4.715 | 2.095 | 2.0948485 | 0.4992518 |
| en12 | DUR_TOT | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en13 | N_TOT | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en15 | N_NH3 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en16 | N_NO2 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en17 | N_NO3 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en9 | TURBIEDAD | 5.195 | 2.508 | 2.5082566 | 0.4927781 |
| en1 | OD_mg.L | 5.248 | 2.508 | 2.5082566 | 0.4877348 |
| en10 | SST | 5.018 | 2.278 | 2.2778648 | 0.4865277 |
| en4 | TEMP_AGUA | 5.143 | 2.383 | 2.3831280 | 0.4851376 |
| en14 | COLI_FEC | 5.195 | 2.383 | 2.3831280 | 0.4799948 |
| en2 | COLI_TOT | 4.564 | 1.612 | 1.6119972 | 0.4525293 |
| en3 | pH_CAMPO | 4.682 | 1.581 | 1.5814334 | 0.4332938 |
| en8 | AS_TOT | 4.616 | 0.970 | 0.9703997 | 0.3263791 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en2 | COLI_TOT | 4.458 | 2.077 | 2.0769691 | 0.5830589 |
| en4 | TEMP_AGUA | 5.070 | 2.815 | 2.8153338 | 0.5731225 |
| en12 | DUR_TOT | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en13 | N_TOT | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en15 | N_NH3 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en16 | N_NO2 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en17 | N_NO3 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en9 | TURBIEDAD | 5.195 | 2.868 | 2.8679654 | 0.5634473 |
| en14 | COLI_FEC | 5.143 | 2.795 | 2.7954683 | 0.5630458 |
| en1 | OD_mg.L | 5.248 | 2.868 | 2.8679654 | 0.5576808 |
| en | SAAM | 4.890 | 2.279 | 2.2794251 | 0.5432408 |
| en3 | pH_CAMPO | 4.662 | 1.961 | 1.9610076 | 0.5372926 |
| en6 | E_COLI | 5.248 | 2.605 | 2.6048075 | 0.5338260 |
| en10 | SST | 5.195 | 2.460 | 2.4598134 | 0.5253900 |
| en11 | COLOR_VER | 4.880 | 1.979 | 1.9791644 | 0.5093794 |
| en7 | HG_TOT | 5.070 | 2.046 | 2.0464053 | 0.4939019 |
| en8 | CR_TOT | 4.616 | 0.970 | 0.9703997 | 0.3712999 |
| en5 | NI_TOT | 4.247 | 0.432 | 0.4323814 | 0.2534971 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en11 | COLOR_VER | 5.195 | 3.780 | 3.780179 | 0.9729083 |
| en12 | DUR_TOT | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en13 | N_TOT | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en15 | N_NH3 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en16 | N_NO2 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en17 | N_NO3 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en1 | OD_mg.L | 5.248 | 4.985 | 4.984770 | 0.9692971 |
| en5 | NI_TOT | 5.143 | 1.653 | 1.653034 | 0.9691431 |
| en14 | COLI_FEC | 5.248 | 4.807 | 4.807009 | 0.9681978 |
| en4 | TEMP_AGUA | 5.248 | 4.754 | 4.754378 | 0.9678571 |
| en6 | E_COLI | 5.248 | 4.722 | 4.721612 | 0.9676412 |
| en10 | SST | 5.248 | 4.524 | 4.523986 | 0.9662754 |
| en9 | AS_TOT | 5.195 | 2.868 | 2.867965 | 0.9645963 |
| en | SAAM | 5.248 | 4.038 | 4.038081 | 0.9623700 |
| en7 | HG_TOT | 5.248 | 3.985 | 3.985449 | 0.9618920 |
| en8 | CR_TOT | 5.195 | 2.508 | 2.508257 | 0.9597236 |
| en3 | pH_CAMPO | 5.248 | 3.492 | 3.491900 | 0.9567387 |
| en2 | COLI_TOT | 5.248 | 3.404 | 3.404300 | 0.9556749 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | HG_TOT | 5.123 | 3.702 | 3.702426 | 0.8935840 |
| en12 | DUR_TOT | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en13 | N_TOT | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en15 | N_NH3 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en16 | N_NO2 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en17 | N_NO3 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en1 | OD_mg.L | 5.248 | 4.577 | 4.576618 | 0.8899312 |
| en10 | TURBIEDAD | 5.248 | 4.524 | 4.523986 | 0.8887931 |
| en14 | COLI_FEC | 5.248 | 4.399 | 4.398857 | 0.8859904 |
| en4 | TEMP_AGUA | 5.248 | 4.346 | 4.346226 | 0.8847689 |
| en6 | E_COLI | 5.248 | 4.313 | 4.313460 | 0.8839951 |
| en3 | pH_CAMPO | 5.143 | 3.189 | 3.189011 | 0.8737508 |
| en8 | CR_TOT | 5.018 | 2.278 | 2.277865 | 0.8715698 |
| en2 | COLI_TOT | 5.143 | 3.101 | 3.101411 | 0.8706462 |
| en11 | COLOR_VER | 5.195 | 3.372 | 3.372027 | 0.8678619 |
| en | SAAM | 5.248 | 3.630 | 3.629929 | 0.8650977 |
| en5 | NI_TOT | 4.932 | 1.455 | 1.455409 | 0.8532789 |
| en9 | AS_TOT | 5.195 | 2.460 | 2.459813 | 0.8273207 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 4.129 | 1.462 | 1.462374 | 0.8573622 |
| en8 | CR_TOT | 4.524 | 1.975 | 1.974976 | 0.7556767 |
| en10 | TURBIEDAD | 5.195 | 3.780 | 3.780179 | 0.7426630 |
| en12 | DUR_TOT | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en13 | N_TOT | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en15 | N_NH3 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en16 | N_NO2 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en17 | N_NO3 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en14 | COLI_FEC | 5.195 | 3.655 | 3.655051 | 0.7361775 |
| en1 | OD_mg.L | 5.248 | 3.780 | 3.780179 | 0.7350624 |
| en4 | TEMP_AGUA | 5.248 | 3.550 | 3.549787 | 0.7226365 |
| en6 | E_COLI | 5.248 | 3.517 | 3.517021 | 0.7207740 |
| en11 | SST | 5.195 | 3.372 | 3.372027 | 0.7202292 |
| en | SAAM | 5.090 | 2.991 | 2.991385 | 0.7129177 |
| en2 | COLI_TOT | 4.912 | 2.535 | 2.535364 | 0.7117422 |
| en7 | HG_TOT | 5.143 | 2.886 | 2.886122 | 0.6965683 |
| en9 | AS_TOT | 4.880 | 1.979 | 1.979164 | 0.6656617 |
| en3 | pH_CAMPO | 5.143 | 2.393 | 2.392572 | 0.6555362 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en15 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en15 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en2 | COLI_TOT | 4.965 | 3.562 | 3.562194 | 1.0000000 |
| en3 | pH_CAMPO | 5.143 | 3.472 | 3.472034 | 0.9512958 |
| en13 | DUR_TOT | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en14 | N_TOT | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en15 | N_NH3 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en16 | N_NO2 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en17 | N_NO3 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en1 | OD_mg.L | 5.248 | 4.860 | 4.859641 | 0.9449656 |
| en10 | TURBIEDAD | 5.248 | 4.807 | 4.807009 | 0.9443966 |
| en4 | TEMP_AGUA | 5.248 | 4.629 | 4.629249 | 0.9423844 |
| en6 | E_COLI | 5.248 | 4.596 | 4.596483 | 0.9419975 |
| en12 | COLOR_VER | 5.195 | 3.655 | 3.655051 | 0.9407038 |
| en9 | AS_TOT | 5.143 | 2.795 | 2.795468 | 0.9402131 |
| en11 | SST | 5.248 | 4.399 | 4.398857 | 0.9395492 |
| en | SAAM | 5.248 | 3.913 | 3.912952 | 0.9325489 |
| en7 | HG_TOT | 5.248 | 3.860 | 3.860321 | 0.9316920 |
| en5 | NI_TOT | 5.090 | 1.581 | 1.580537 | 0.9266394 |
| en8 | CR_TOT | 5.195 | 2.383 | 2.383128 | 0.9118462 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
Gráficas Proporción de Ganancia (de información)
for (l in seq_along(eti_sitio)) {
print(myplot <- ggplot(var_rank_info(sitio_mim, eti_sitio[l]), aes(x = reorder(var, gr),y = gr, fill = var))
+ geom_bar(stat = "identity")
+ coord_flip()
+ theme_bw()
+ xlab("")
+ ylab("Proporción de Ganancia (de información)")
+ ggtitle(names_eti_sitio[l])
+ theme(plot.title = element_text(hjust = 0.5))
+ guides(fill = FALSE))
print(kable(var_rank_info(sitio_mim, eti_sitio[l])))
#save table in csv
#name_gr <- names_eti_sitio[l]
#name_table_gr <- paste("csv-graphs/tlaco/gr/",name_gr,"_gr.csv",sep = "")
#write.table(var_rank_info(sitio_mim, eti_sitio[l]), file = name_table_gr, sep = ",", col.names = NA)
#save plot
#plot_gr <- paste("images/tlaco/gr/",name_gr,"_gr.png",sep = "")
#ggsave(plot_gr)
}
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 4.715 | 2.095 | 2.094848 | 0.8015430 |
| en12 | DUR_TOT | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en13 | N_TOT | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en15 | N_NH3 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en16 | N_NO2 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en17 | N_NO3 | 5.248 | 4.196 | 4.195976 | 0.7995491 |
| en | OD_mg.L | 5.248 | 4.091 | 4.090713 | 0.7954461 |
| en9 | TURBIEDAD | 5.248 | 4.038 | 4.038081 | 0.7933310 |
| en4 | NI_TOT | 4.553 | 1.349 | 1.348619 | 0.7906699 |
| en6 | HG_TOT | 5.070 | 3.269 | 3.269153 | 0.7890130 |
| en14 | COLI_FEC | 5.248 | 3.913 | 3.912952 | 0.7881224 |
| en3 | TEMP_AGUA | 5.248 | 3.860 | 3.860321 | 0.7858523 |
| en5 | E_COLI | 5.248 | 3.828 | 3.827555 | 0.7844143 |
| en10 | SST | 5.248 | 3.630 | 3.629929 | 0.7753143 |
| en11 | COLOR_VER | 5.090 | 2.991 | 2.991385 | 0.7698957 |
| en8 | AS_TOT | 4.890 | 2.279 | 2.279425 | 0.7666498 |
| en1 | COLI_TOT | 5.090 | 2.668 | 2.668137 | 0.7490151 |
| en2 | pH_CAMPO | 5.143 | 2.703 | 2.703106 | 0.7406186 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en12 | DUR_TOT | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en13 | N_TOT | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en15 | N_NH3 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en16 | N_NO2 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en17 | N_NO3 | 5.248 | 5.143 | 5.142664 | 0.9799420 |
| en9 | TURBIEDAD | 5.248 | 4.985 | 4.984770 | 0.9793197 |
| en14 | COLI_FEC | 5.248 | 4.860 | 4.859641 | 0.9787986 |
| en3 | TEMP_AGUA | 5.248 | 4.807 | 4.807009 | 0.9785714 |
| en5 | E_COLI | 5.248 | 4.774 | 4.774243 | 0.9784275 |
| en10 | SST | 5.248 | 4.577 | 4.576618 | 0.9775169 |
| en | SAAM | 5.248 | 4.091 | 4.090713 | 0.9749133 |
| en6 | HG_TOT | 5.248 | 4.038 | 4.038081 | 0.9745946 |
| en11 | COLOR_VER | 5.248 | 3.780 | 3.780179 | 0.9729083 |
| en2 | pH_CAMPO | 5.248 | 3.545 | 3.544531 | 0.9711592 |
| en1 | COLI_TOT | 5.248 | 3.457 | 3.456931 | 0.9704499 |
| en4 | NI_TOT | 5.195 | 1.653 | 1.653034 | 0.9691431 |
| en8 | AS_TOT | 5.248 | 2.868 | 2.867965 | 0.9645963 |
| en7 | CR_TOT | 5.248 | 2.508 | 2.508257 | 0.9597236 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en14 | COLI_FEC | 4.965 | 3.562 | 3.562194 | 0.7174750 |
| en8 | AS_TOT | 4.458 | 2.077 | 2.076969 | 0.6985568 |
| en4 | NI_TOT | 4.089 | 1.179 | 1.179242 | 0.6913675 |
| en12 | DUR_TOT | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en13 | N_TOT | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en15 | N_NH3 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en16 | N_NO2 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en17 | N_NO3 | 5.248 | 3.562 | 3.562194 | 0.6787812 |
| en1 | OD_mg.L | 5.248 | 3.457 | 3.456931 | 0.6722063 |
| en9 | TURBIEDAD | 5.248 | 3.404 | 3.404300 | 0.6688169 |
| en3 | TEMP_AGUA | 5.195 | 3.279 | 3.279171 | 0.6675466 |
| en10 | SST | 5.143 | 3.101 | 3.101411 | 0.6624284 |
| en5 | E_COLI | 5.248 | 3.194 | 3.193773 | 0.6545280 |
| en11 | COLOR_VER | 4.912 | 2.535 | 2.535364 | 0.6525291 |
| en2 | pH_CAMPO | 4.880 | 2.332 | 2.332482 | 0.6390723 |
| en | SAAM | 5.090 | 2.668 | 2.668137 | 0.6358801 |
| en7 | CR_TOT | 4.564 | 1.612 | 1.611997 | 0.6167917 |
| en6 | HG_TOT | 5.195 | 2.510 | 2.510243 | 0.6058494 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en14 | COLI_FEC | 5.143 | 3.472 | 3.472034 | 0.6993155 |
| en12 | DUR_TOT | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en13 | N_TOT | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en15 | N_NH3 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en16 | N_NO2 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en17 | N_NO3 | 5.248 | 3.650 | 3.649795 | 0.6954735 |
| en1 | OD_mg.L | 5.248 | 3.545 | 3.544531 | 0.6892403 |
| en9 | TURBIEDAD | 5.248 | 3.492 | 3.491900 | 0.6860270 |
| en10 | SST | 5.143 | 3.189 | 3.189011 | 0.6811389 |
| en3 | TEMP_AGUA | 5.248 | 3.314 | 3.314140 | 0.6746652 |
| en5 | E_COLI | 5.248 | 3.281 | 3.281373 | 0.6724806 |
| en8 | AS_TOT | 4.662 | 1.961 | 1.961008 | 0.6595550 |
| en2 | COLI_TOT | 4.880 | 2.332 | 2.332482 | 0.6547881 |
| en | SAAM | 5.143 | 2.703 | 2.703106 | 0.6442139 |
| en6 | HG_TOT | 5.143 | 2.650 | 2.650474 | 0.6396944 |
| en11 | COLOR_VER | 5.143 | 2.393 | 2.392572 | 0.6157786 |
| en7 | CR_TOT | 4.682 | 1.581 | 1.581433 | 0.6050972 |
| en4 | NI_TOT | 4.324 | 1.032 | 1.031728 | 0.6048828 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en8 | AS_TOT | 5.070 | 2.815 | 2.815334 | 0.9468945 |
| en12 | DUR_TOT | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en13 | N_TOT | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en15 | N_NH3 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en16 | N_NO2 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en17 | N_NO3 | 5.248 | 4.912 | 4.912273 | 0.9360405 |
| en1 | OD_mg.L | 5.248 | 4.807 | 4.807009 | 0.9347313 |
| en9 | TURBIEDAD | 5.248 | 4.754 | 4.754378 | 0.9340564 |
| en14 | COLI_FEC | 5.248 | 4.629 | 4.629249 | 0.9323945 |
| en5 | E_COLI | 5.248 | 4.544 | 4.543851 | 0.9312113 |
| en10 | SST | 5.248 | 4.346 | 4.346226 | 0.9283077 |
| en4 | NI_TOT | 5.037 | 1.581 | 1.580537 | 0.9266394 |
| en2 | COLI_TOT | 5.195 | 3.279 | 3.279171 | 0.9205480 |
| en | SAAM | 5.248 | 3.860 | 3.860321 | 0.9200055 |
| en6 | HG_TOT | 5.248 | 3.808 | 3.807689 | 0.9189894 |
| en11 | COLOR_VER | 5.248 | 3.550 | 3.549787 | 0.9136122 |
| en7 | CR_TOT | 5.143 | 2.383 | 2.383128 | 0.9118462 |
| en3 | pH_CAMPO | 5.248 | 3.314 | 3.314140 | 0.9080346 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 2.666 | 1.653 | 1.6530344 | 0.6324936 |
| en11 | COLOR_VER | 4.129 | 1.462 | 1.4623736 | 0.3763725 |
| en5 | E_COLI | 4.932 | 1.653 | 1.6530344 | 0.3387708 |
| en6 | HG_TOT | 4.458 | 1.391 | 1.3905563 | 0.3356121 |
| en2 | COLI_TOT | 4.089 | 1.179 | 1.1792421 | 0.3310437 |
| en12 | DUR_TOT | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en13 | N_TOT | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en15 | N_NH3 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en16 | N_NO2 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en17 | N_NO3 | 5.248 | 1.706 | 1.7056660 | 0.3250171 |
| en9 | TURBIEDAD | 5.143 | 1.653 | 1.6530344 | 0.3247591 |
| en4 | TEMP_AGUA | 5.037 | 1.581 | 1.5805374 | 0.3217528 |
| en1 | OD_mg.L | 5.195 | 1.653 | 1.6530344 | 0.3214354 |
| en | SAAM | 4.553 | 1.349 | 1.3486187 | 0.3214077 |
| en14 | COLI_FEC | 5.090 | 1.581 | 1.5805374 | 0.3183420 |
| en10 | SST | 4.932 | 1.455 | 1.4554088 | 0.3108598 |
| en3 | pH_CAMPO | 4.324 | 1.032 | 1.0317281 | 0.2826811 |
| en8 | AS_TOT | 4.247 | 0.432 | 0.4323814 | 0.1454249 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 4.932 | 1.653 | 1.653034 | 0.9691431 |
| en7 | CR_TOT | 5.037 | 2.456 | 2.455625 | 0.9395854 |
| en12 | DUR_TOT | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en13 | N_TOT | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en15 | N_NH3 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en16 | N_NO2 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en17 | N_NO3 | 5.248 | 4.880 | 4.879506 | 0.9297968 |
| en1 | OD_mg.L | 5.248 | 4.774 | 4.774243 | 0.9283599 |
| en9 | TURBIEDAD | 5.248 | 4.722 | 4.721612 | 0.9276191 |
| en14 | COLI_FEC | 5.248 | 4.596 | 4.596483 | 0.9257949 |
| en4 | TEMP_AGUA | 5.248 | 4.544 | 4.543851 | 0.9249999 |
| en10 | SST | 5.248 | 4.313 | 4.313460 | 0.9213092 |
| en | SAAM | 5.248 | 3.828 | 3.827555 | 0.9121966 |
| en6 | HG_TOT | 5.248 | 3.775 | 3.774923 | 0.9110812 |
| en11 | COLOR_VER | 5.248 | 3.517 | 3.517021 | 0.9051791 |
| en3 | pH_CAMPO | 5.248 | 3.281 | 3.281373 | 0.8990570 |
| en2 | COLI_TOT | 5.248 | 3.194 | 3.193773 | 0.8965747 |
| en8 | AS_TOT | 5.248 | 2.605 | 2.604808 | 0.8760872 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | CR_TOT | 4.458 | 2.298 | 2.298410 | 0.8794309 |
| en5 | NI_TOT | 4.458 | 1.391 | 1.390556 | 0.8152571 |
| en10 | SST | 5.123 | 3.702 | 3.702426 | 0.7907989 |
| en12 | DUR_TOT | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en13 | N_TOT | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en15 | N_NH3 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en16 | N_NO2 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en17 | N_NO3 | 5.248 | 4.143 | 4.143344 | 0.7895201 |
| en1 | OD_mg.L | 5.248 | 4.038 | 4.038081 | 0.7852118 |
| en9 | TURBIEDAD | 5.248 | 3.985 | 3.985449 | 0.7829909 |
| en | SAAM | 5.070 | 3.269 | 3.269153 | 0.7791162 |
| en14 | COLI_FEC | 5.248 | 3.860 | 3.860321 | 0.7775217 |
| en4 | TEMP_AGUA | 5.248 | 3.808 | 3.807689 | 0.7751380 |
| en6 | E_COLI | 5.248 | 3.775 | 3.774923 | 0.7736281 |
| en11 | COLOR_VER | 5.143 | 2.886 | 2.886122 | 0.7428040 |
| en3 | pH_CAMPO | 5.143 | 2.650 | 2.650474 | 0.7261982 |
| en2 | COLI_TOT | 5.195 | 2.510 | 2.510243 | 0.7046900 |
| en8 | AS_TOT | 5.070 | 2.046 | 2.046405 | 0.6882772 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 2.666 | 1.653 | 1.6530344 | 0.9691431 |
| en7 | HG_TOT | 4.458 | 2.298 | 2.2984100 | 0.5547234 |
| en11 | COLOR_VER | 4.524 | 1.975 | 1.9749760 | 0.5083015 |
| en6 | E_COLI | 5.037 | 2.456 | 2.4556250 | 0.5032527 |
| en | SAAM | 4.715 | 2.095 | 2.0948485 | 0.4992518 |
| en12 | DUR_TOT | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en13 | N_TOT | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en15 | N_NH3 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en16 | N_NO2 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en17 | N_NO3 | 5.248 | 2.614 | 2.6135197 | 0.4980099 |
| en9 | TURBIEDAD | 5.195 | 2.508 | 2.5082566 | 0.4927781 |
| en1 | OD_mg.L | 5.248 | 2.508 | 2.5082566 | 0.4877348 |
| en10 | SST | 5.018 | 2.278 | 2.2778648 | 0.4865277 |
| en4 | TEMP_AGUA | 5.143 | 2.383 | 2.3831280 | 0.4851376 |
| en14 | COLI_FEC | 5.195 | 2.383 | 2.3831280 | 0.4799948 |
| en2 | COLI_TOT | 4.564 | 1.612 | 1.6119972 | 0.4525293 |
| en3 | pH_CAMPO | 4.682 | 1.581 | 1.5814334 | 0.4332938 |
| en8 | AS_TOT | 4.616 | 0.970 | 0.9703997 | 0.3263791 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en2 | COLI_TOT | 4.458 | 2.077 | 2.0769691 | 0.5830589 |
| en4 | TEMP_AGUA | 5.070 | 2.815 | 2.8153338 | 0.5731225 |
| en12 | DUR_TOT | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en13 | N_TOT | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en15 | N_NH3 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en16 | N_NO2 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en17 | N_NO3 | 5.248 | 2.973 | 2.9732285 | 0.5665529 |
| en9 | TURBIEDAD | 5.195 | 2.868 | 2.8679654 | 0.5634473 |
| en14 | COLI_FEC | 5.143 | 2.795 | 2.7954683 | 0.5630458 |
| en1 | OD_mg.L | 5.248 | 2.868 | 2.8679654 | 0.5576808 |
| en | SAAM | 4.890 | 2.279 | 2.2794251 | 0.5432408 |
| en3 | pH_CAMPO | 4.662 | 1.961 | 1.9610076 | 0.5372926 |
| en6 | E_COLI | 5.248 | 2.605 | 2.6048075 | 0.5338260 |
| en10 | SST | 5.195 | 2.460 | 2.4598134 | 0.5253900 |
| en11 | COLOR_VER | 4.880 | 1.979 | 1.9791644 | 0.5093794 |
| en7 | HG_TOT | 5.070 | 2.046 | 2.0464053 | 0.4939019 |
| en8 | CR_TOT | 4.616 | 0.970 | 0.9703997 | 0.3712999 |
| en5 | NI_TOT | 4.247 | 0.432 | 0.4323814 | 0.2534971 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en11 | COLOR_VER | 5.195 | 3.780 | 3.780179 | 0.9729083 |
| en12 | DUR_TOT | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en13 | N_TOT | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en15 | N_NH3 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en16 | N_NO2 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en17 | N_NO3 | 5.248 | 5.090 | 5.090033 | 0.9699129 |
| en1 | OD_mg.L | 5.248 | 4.985 | 4.984770 | 0.9692971 |
| en5 | NI_TOT | 5.143 | 1.653 | 1.653034 | 0.9691431 |
| en14 | COLI_FEC | 5.248 | 4.807 | 4.807009 | 0.9681978 |
| en4 | TEMP_AGUA | 5.248 | 4.754 | 4.754378 | 0.9678571 |
| en6 | E_COLI | 5.248 | 4.722 | 4.721612 | 0.9676412 |
| en10 | SST | 5.248 | 4.524 | 4.523986 | 0.9662754 |
| en9 | AS_TOT | 5.195 | 2.868 | 2.867965 | 0.9645963 |
| en | SAAM | 5.248 | 4.038 | 4.038081 | 0.9623700 |
| en7 | HG_TOT | 5.248 | 3.985 | 3.985449 | 0.9618920 |
| en8 | CR_TOT | 5.195 | 2.508 | 2.508257 | 0.9597236 |
| en3 | pH_CAMPO | 5.248 | 3.492 | 3.491900 | 0.9567387 |
| en2 | COLI_TOT | 5.248 | 3.404 | 3.404300 | 0.9556749 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en7 | HG_TOT | 5.123 | 3.702 | 3.702426 | 0.8935840 |
| en12 | DUR_TOT | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en13 | N_TOT | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en15 | N_NH3 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en16 | N_NO2 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en17 | N_NO3 | 5.248 | 4.682 | 4.681881 | 0.8921390 |
| en1 | OD_mg.L | 5.248 | 4.577 | 4.576618 | 0.8899312 |
| en10 | TURBIEDAD | 5.248 | 4.524 | 4.523986 | 0.8887931 |
| en14 | COLI_FEC | 5.248 | 4.399 | 4.398857 | 0.8859904 |
| en4 | TEMP_AGUA | 5.248 | 4.346 | 4.346226 | 0.8847689 |
| en6 | E_COLI | 5.248 | 4.313 | 4.313460 | 0.8839951 |
| en3 | pH_CAMPO | 5.143 | 3.189 | 3.189011 | 0.8737508 |
| en8 | CR_TOT | 5.018 | 2.278 | 2.277865 | 0.8715698 |
| en2 | COLI_TOT | 5.143 | 3.101 | 3.101411 | 0.8706462 |
| en11 | COLOR_VER | 5.195 | 3.372 | 3.372027 | 0.8678619 |
| en | SAAM | 5.248 | 3.630 | 3.629929 | 0.8650977 |
| en5 | NI_TOT | 4.932 | 1.455 | 1.455409 | 0.8532789 |
| en9 | AS_TOT | 5.195 | 2.460 | 2.459813 | 0.8273207 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en5 | NI_TOT | 4.129 | 1.462 | 1.462374 | 0.8573622 |
| en8 | CR_TOT | 4.524 | 1.975 | 1.974976 | 0.7556767 |
| en10 | TURBIEDAD | 5.195 | 3.780 | 3.780179 | 0.7426630 |
| en12 | DUR_TOT | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en13 | N_TOT | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en15 | N_NH3 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en16 | N_NO2 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en17 | N_NO3 | 5.248 | 3.885 | 3.885442 | 0.7403765 |
| en14 | COLI_FEC | 5.195 | 3.655 | 3.655051 | 0.7361775 |
| en1 | OD_mg.L | 5.248 | 3.780 | 3.780179 | 0.7350624 |
| en4 | TEMP_AGUA | 5.248 | 3.550 | 3.549787 | 0.7226365 |
| en6 | E_COLI | 5.248 | 3.517 | 3.517021 | 0.7207740 |
| en11 | SST | 5.195 | 3.372 | 3.372027 | 0.7202292 |
| en | SAAM | 5.090 | 2.991 | 2.991385 | 0.7129177 |
| en2 | COLI_TOT | 4.912 | 2.535 | 2.535364 | 0.7117422 |
| en7 | HG_TOT | 5.143 | 2.886 | 2.886122 | 0.6965683 |
| en9 | AS_TOT | 4.880 | 1.979 | 1.979164 | 0.6656617 |
| en3 | pH_CAMPO | 5.143 | 2.393 | 2.392572 | 0.6555362 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en15 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en15 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en2 | COLI_TOT | 4.965 | 3.562 | 3.562194 | 1.0000000 |
| en3 | pH_CAMPO | 5.143 | 3.472 | 3.472034 | 0.9512958 |
| en13 | DUR_TOT | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en14 | N_TOT | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en15 | N_NH3 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en16 | N_NO2 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en17 | N_NO3 | 5.248 | 4.965 | 4.964904 | 0.9460695 |
| en1 | OD_mg.L | 5.248 | 4.860 | 4.859641 | 0.9449656 |
| en10 | TURBIEDAD | 5.248 | 4.807 | 4.807009 | 0.9443966 |
| en4 | TEMP_AGUA | 5.248 | 4.629 | 4.629249 | 0.9423844 |
| en6 | E_COLI | 5.248 | 4.596 | 4.596483 | 0.9419975 |
| en12 | COLOR_VER | 5.195 | 3.655 | 3.655051 | 0.9407038 |
| en9 | AS_TOT | 5.143 | 2.795 | 2.795468 | 0.9402131 |
| en11 | SST | 5.248 | 4.399 | 4.398857 | 0.9395492 |
| en | SAAM | 5.248 | 3.913 | 3.912952 | 0.9325489 |
| en7 | HG_TOT | 5.248 | 3.860 | 3.860321 | 0.9316920 |
| en5 | NI_TOT | 5.090 | 1.581 | 1.580537 | 0.9266394 |
| en8 | CR_TOT | 5.195 | 2.383 | 2.383128 | 0.9118462 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO3 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |
| var | en | mi | ig | gr | |
|---|---|---|---|---|---|
| en | SAAM | 5.248 | 4.196 | 4.195976 | 1 |
| en2 | COLI_TOT | 5.248 | 3.562 | 3.562194 | 1 |
| en4 | TEMP_AGUA | 5.248 | 4.912 | 4.912273 | 1 |
| en5 | NI_TOT | 5.248 | 1.706 | 1.705666 | 1 |
| en6 | E_COLI | 5.248 | 4.880 | 4.879506 | 1 |
| en7 | HG_TOT | 5.248 | 4.143 | 4.143344 | 1 |
| en10 | TURBIEDAD | 5.248 | 5.090 | 5.090033 | 1 |
| en11 | SST | 5.248 | 4.682 | 4.681881 | 1 |
| en13 | DUR_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en14 | N_TOT | 5.248 | 5.248 | 5.247928 | 1 |
| en15 | COLI_FEC | 5.248 | 4.965 | 4.964904 | 1 |
| en16 | N_NH3 | 5.248 | 5.248 | 5.247928 | 1 |
| en17 | N_NO2 | 5.248 | 5.248 | 5.247928 | 1 |
| en3 | pH_CAMPO | 5.248 | 3.650 | 3.649795 | 1 |
| en9 | AS_TOT | 5.248 | 2.973 | 2.973228 | 1 |
| en1 | OD_mg.L | 5.248 | 5.143 | 5.142664 | 1 |
| en8 | CR_TOT | 5.248 | 2.614 | 2.613520 | 1 |
| en12 | COLOR_VER | 5.248 | 3.885 | 3.885442 | 1 |